{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3dcfb17b",
   "metadata": {},
   "source": [
    "## Analyzing Strategy Holdings, Leverage, Exposure, and Sector Allocations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9d7239f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c7126e5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import pyfolio as pf\n",
    "from IPython.display import Markdown, display\n",
    "from openbb import obb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e4fb6fe8",
   "metadata": {},
   "outputs": [],
   "source": [
    "warnings.filterwarnings(\"ignore\")\n",
    "obb.user.preferences.output_type = \"dataframe\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e882265",
   "metadata": {},
   "source": [
    "Load the mean reversion performance data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "76324c5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "perf = pd.read_pickle(\"mean_reversion.pickle\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f8581e7",
   "metadata": {},
   "source": [
    "Extract returns, positions, and transactions from Zipline performance DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0d4a5c9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "returns, positions, transactions = pf.utils.extract_rets_pos_txn_from_zipline(perf)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd16d9ed",
   "metadata": {},
   "source": [
    "Rename position columns to stock symbols and cash"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d66cc4b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "positions.columns = [col.symbol for col in positions.columns[:-1]] + [\"cash\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c56c042c",
   "metadata": {},
   "source": [
    "Get the list of symbols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "66ffd7e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "symbols = positions.columns[:-1].tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "714c490e",
   "metadata": {},
   "source": [
    "Get screener data for the symbols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d25302ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "screener_data = obb.equity.profile(symbols, provider=\"yfinance\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "337ee635",
   "metadata": {},
   "source": [
    "Create a sector map from the screener data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "aabf7317",
   "metadata": {},
   "outputs": [],
   "source": [
    "sector_map = (\n",
    "    screener_data[[\"symbol\", \"sector\"]]\n",
    "    .set_index(\"symbol\")\n",
    "    .reindex(symbols)\n",
    "    .fillna(\"Unknown\")\n",
    "    .to_dict()[\"sector\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0bfa521",
   "metadata": {},
   "source": [
    "Get historical price data for SPY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c7ccb360",
   "metadata": {},
   "outputs": [],
   "source": [
    "spy = obb.equity.price.historical(\n",
    "    \"SPY\",\n",
    "    start_date=returns.index.min(),\n",
    "    end_date=returns.index.max(),\n",
    "    provider=\"yfinance\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ee2b573",
   "metadata": {},
   "source": [
    "Convert the index to datetime and calculate the benchmark returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8eceb616",
   "metadata": {},
   "outputs": [],
   "source": [
    "spy.index = pd.to_datetime(spy.index)\n",
    "benchmark_returns = spy.close.pct_change()\n",
    "benchmark_returns.name = \"SPY\"\n",
    "benchmark_returns = benchmark_returns.tz_localize(\"UTC\").filter(returns.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9cba0ad",
   "metadata": {},
   "source": [
    "Plot the holdings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f39186ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Total holdings'}, ylabel='Holdings'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.plotting.plot_holdings(returns, positions)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be8b8b7b",
   "metadata": {},
   "source": [
    "Plot the long and short holdings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b77a0337",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Long and short holdings'}, ylabel='Holdings'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.plotting.plot_long_short_holdings(returns, positions)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fa10680",
   "metadata": {},
   "source": [
    "Plot the gross leverage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3fb49254",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Gross leverage'}, ylabel='Gross leverage'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.plotting.plot_gross_leverage(returns, positions)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e68a052",
   "metadata": {},
   "source": [
    "Plot the exposures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "29028616",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Exposure'}, ylabel='Exposure'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.plotting.plot_exposures(returns, positions)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41489282",
   "metadata": {},
   "source": [
    "Show and plot the top positions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0bef5db2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Top 10 long positions of all time</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>VRX</th>\n",
       "      <td>2.67%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORLY</th>\n",
       "      <td>2.24%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LRCX</th>\n",
       "      <td>2.19%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NVDA</th>\n",
       "      <td>2.19%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAL</th>\n",
       "      <td>2.18%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EFX</th>\n",
       "      <td>2.18%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LNKD</th>\n",
       "      <td>2.17%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRGO</th>\n",
       "      <td>2.14%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALXN</th>\n",
       "      <td>2.13%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLY</th>\n",
       "      <td>2.13%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Top 10 short positions of all time</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DAL</th>\n",
       "      <td>-2.14%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MON</th>\n",
       "      <td>-2.14%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QCOM</th>\n",
       "      <td>-2.12%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TWTR</th>\n",
       "      <td>-2.10%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INTC</th>\n",
       "      <td>-2.10%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WMT</th>\n",
       "      <td>-2.09%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CSX</th>\n",
       "      <td>-2.09%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PM</th>\n",
       "      <td>-2.09%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTSH</th>\n",
       "      <td>-2.09%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TXN</th>\n",
       "      <td>-2.08%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Top 10 positions of all time</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>VRX</th>\n",
       "      <td>2.67%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORLY</th>\n",
       "      <td>2.24%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LRCX</th>\n",
       "      <td>2.19%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NVDA</th>\n",
       "      <td>2.19%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAL</th>\n",
       "      <td>2.18%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EFX</th>\n",
       "      <td>2.18%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LNKD</th>\n",
       "      <td>2.17%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRGO</th>\n",
       "      <td>2.14%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MON</th>\n",
       "      <td>2.14%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALXN</th>\n",
       "      <td>2.13%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Portfolio allocation over time, only top 10 holdings'}, xlabel='index', ylabel='Exposure by holding'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "positions_alloc = pf.pos.get_percent_alloc(positions)\n",
    "pf.plotting.show_and_plot_top_positions(returns, positions_alloc, show_and_plot=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "579af176",
   "metadata": {},
   "source": [
    "Plot the sector allocations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "672db2c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Sector allocation over time'}, ylabel='Exposure by sector'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sector_alloc = pf.pos.get_sector_exposures(positions, symbol_sector_map=sector_map)\n",
    "pf.plotting.plot_sector_allocations(returns, sector_alloc=sector_alloc)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be32446c",
   "metadata": {},
   "source": [
    "**Jason Strimpel** is the founder of <a href='https://pyquantnews.com/'>PyQuant News</a> and co-founder of <a href='https://www.tradeblotter.io/'>Trade Blotter</a>. His career in algorithmic trading spans 20+ years. He previously traded for a Chicago-based hedge fund, was a risk manager at JPMorgan, and managed production risk technology for an energy derivatives trading firm in London. In Singapore, he served as APAC CIO for an agricultural trading firm and built the data science team for a global metals trading firm. Jason holds degrees in Finance and Economics and a Master's in Quantitative Finance from the Illinois Institute of Technology. His career spans America, Europe, and Asia. He shares his expertise through the <a href='https://pyquantnews.com/subscribe-to-the-pyquant-newsletter/'>PyQuant Newsletter</a>, social media, and has taught over 1,000+ algorithmic trading with Python in his popular course **<a href='https://gettingstartedwithpythonforquantfinance.com/'>Getting Started With Python for Quant Finance</a>**. All code is for educational purposes only. Nothing provided here is financial advise. Use at your own risk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "435682c6-c4db-4709-9268-5f6a47a844b4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "jupytext": {
   "cell_metadata_filter": "-all",
   "main_language": "python",
   "notebook_metadata_filter": "-all"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
